Research output per year
Research output per year
Personal profile
Artistic and research interests
I'm interested in the questions of when and how machine learning is possible for a given application.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Doctoral degree, Engineering and Technology, Technische Universität Wien
Award Date: 8 Jun 2012
External positions
Teacher, Integrify
21 Oct 2019 → 1 Mar 2020
Advisor, Miils.com
2018 → …
Keywords
- Machine Learning
- machine learning
- statistical learning theory
- Information theory
- statistics
- Probability theory
- convex optimization
- distributed algorithms
- network science
- Explainable AI
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Hercules: Deep Hierarchical Attentive Multi-Level Fusion Model with Uncertainty Quantification for Medical Image Classification
Abdar, M., Fahami, M. A., Rundo, L., Radeva, P., Frangi, A., Acharya, U. R., Khosravi, A., Lam, H. K., Jung, A. & Nahavandi, S., Jan 2023, In: IEEE Transactions on Industrial Informatics. 19, 1, p. 274-285 12 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access11 Citations (Scopus) -
Towards Model-Agnostic Federated Learning over Networks
Jung, A., Abdurakhmanova, S., Kuznetsova, O. & SarcheshmehPour, Y., 1 Feb 2023, (Accepted/In press) In: arXiv.org.Research output: Contribution to journal › Article › Scientific
File7 Downloads (Pure) -
Wind to start the dishwasher? High-Resolution Wind Atlas for Finland
Tian, Y., Yang, X., Schicker, I. & Jung, A., 6 Jul 2023.Research output: Contribution to conference › Abstract › Scientific
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Wind to start the washing machine? High-Resolution Wind Atlas for Finland
Yang, X., Tian, Y., Schicker, I. & Jung, A., 1 Mar 2023, (Accepted/In press) In: arXiv.org.Research output: Contribution to journal › Article › Scientific
File4 Downloads (Pure) -
Dynamic Sparse Subspace Clustering for Evolving High-Dimensional Data Streams
Sui, J., Liu, Z., Liu, L., Jung, A. & Li, X., 2022, In: IEEE Transactions on Cybernetics. 52, 6, p. 4173-4186Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile6 Citations (Scopus)36 Downloads (Pure)
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X-SDEN/Jung: XAI-based software-defined energy networks via packetized management for fossil fuel-free next-generation of industrial cyberphysical systems (X-SDEN)
Jung, A., Kuznetsova, O., Yang, X. & Tian, Y.
01/09/2022 → 31/08/2026
Project: Academy of Finland: Other research funding
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TALTECH INDUSTRIAL/Jung: Industrial Strategy and Competitiveness Studies at TALTECH
Jung, A., Tian, Y. & Karimi, N.
01/10/2020 → 30/06/2024
Project: EU: Framework programmes funding
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-: Intelligent Techniques in Condition Monitoring of Electromechanical Energy Conversion Systems
Jung, A., Tian, Y., Karimi, N. & Pfau, D.
01/09/2020 → 31/08/2024
Project: Academy of Finland: Other research funding
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SOCLENOW-AI/Jung: Ensemble now-/forecasting of global irradiance and cloud cover using novel machine learning tools - can AI beat physics?
01/09/2021 → 28/02/2023
Project: Other external funding: Other foreign funding
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Artificial Intelligence
Jung, A. & Cao, H.
01/04/2019 → 31/03/2020
Project: Other external funding: Other public funding
Prizes
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Amazon Machine Learning Research Award
Jung, Alex (Recipient), 2018
Prize: Award or honor granted for a specific work
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Best Student Paper Award
Jung, Alex (Recipient), 22 May 2011
Prize: Award or honor granted for a specific work
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Promotio Sub Auspiciis Res Publicae
Jung, Alex (Recipient), 8 Jun 2012
Prize: Award or honor granted for academic or artistic career
Activities
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University Network for Innovation, Technology and Engineering (External organisation)
Alex Jung (Member)
2023 → …Activity: Memberships (typically long-term positions of trust) › Work for advisory/policy/evaluation group or panel (public/government/UN/EU)
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Plenoptima Training School 2: Machine and Deep Learning
Alex Jung (Visitor)
2022Activity: Other activity types › Teaching merits
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Networked Federated Learning
Alex Jung (Speaker)
16 Nov 2022Activity: Talk or presentation types › Invited academic talk
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Networked Federated Learning
Alex Jung (Speaker)
2022Activity: Talk or presentation types › Invited academic talk
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Explainable Empirical Risk Minimization
Alex Jung (Speaker)
26 Aug 2022Activity: Talk or presentation types › Academic keynote or plenary lecture
Press/Media
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Machine learning course by Aalto University Summer School and Unite! kicks off with 60 students
15/08/2022
1 item of Media coverage
Press/Media: Media appearance